{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import time\n",
    "import numpy\n",
    "import tensorflow as tf\n",
    "import input_data\n",
    "import vw_c3d_newnetwork\n",
    "import vw_c3d_tools\n",
    "import math\n",
    "import numpy as np\n",
    "import input_data_for_extract_feature as input_data\n",
    "from six.moves import xrange\n",
    "\n",
    "BATCH_SIZE = 16\n",
    "gpu_num = 1\n",
    "#MAX_STEPS = 10000\n",
    "NUM_FRAMES_PER_CLIP = 16\n",
    "N_CLASSE = 9\n",
    "CROP_SIZE = 112\n",
    "CHANNELS = 3\n",
    "MAX_EPOCHS = 100\n",
    "\n",
    "model_filename = './feature_extra_models/model-100'\n",
    "test_list_file = 'list/test.list'\n",
    "unit_of_clip=2\n",
    "data_dir = \"./fc6_bin_data\"\n",
    "if not os.path.exists(data_dir):\n",
    "    os.makedirs(data_dir)  \n",
    "\n",
    "\n",
    "def placeholder_inputs(batch_size):\n",
    "    images_placeholder = tf.placeholder(tf.float32, shape=(BATCH_SIZE,\n",
    "                                                           NUM_FRAMES_PER_CLIP,\n",
    "                                                           CROP_SIZE,\n",
    "                                                           CROP_SIZE,\n",
    "                                                           CHANNELS))\n",
    "    labels_placeholder = tf.placeholder(tf.int64, shape=[BATCH_SIZE, N_CLASSE])\n",
    "    return images_placeholder, labels_placeholder\n",
    "\n",
    "def train():\n",
    "    num_test_videos = len(list(open(test_list_file,'r')))\n",
    "    print(\"Number of test videos={}\".format(num_test_videos))\n",
    "    with tf.Graph().as_default():\n",
    "        #构建数据和标签的place_holder \n",
    "        images_placeholder, labels_placeholder = placeholder_inputs(BATCH_SIZE * gpu_num)\n",
    "        \n",
    "        #构建logits、loss、accuracy、train_op\n",
    "        fc6 = vw_c3d_newnetwork.C3D_MODEL_fc6(images_placeholder,N_CLASSE)\n",
    "\n",
    "        #存储模型\n",
    "        saver = tf.train.Saver(tf.global_variables())\n",
    "\n",
    "        #初始化所有变量，并开启会话\n",
    "        init = tf.global_variables_initializer()\n",
    "        sess = tf.Session()\n",
    "        sess.run(init)\n",
    "        saver.restore(sess, model_filename)\n",
    "        \n",
    "        next_batch_start = 0\n",
    "        all_steps = int((num_test_videos - 1) / (BATCH_SIZE * gpu_num) + 1)\n",
    "        file_index = 0\n",
    "        fc6_batch_size=BATCH_SIZE\n",
    "        \n",
    "        for step in xrange(all_steps):\n",
    "            np_arr_data, np_arr_label, next_batch_start, _, _ = input_data.read_clip_and_label(\n",
    "                        test_list_file,fc6_batch_size,unit_of_clip,start_pos=next_batch_start)     \n",
    "            fc6_of_batch=[]\n",
    "            print(\"np_arr_data\",np.shape(np_arr_data))\n",
    "            batch_seq_arr = np_arr_data.reshape((fc6_batch_size * unit_of_clip, 16,112,112,3))\n",
    "            print(\"batch_seq_arr\",np.shape(batch_seq_arr))\n",
    "\n",
    "            for batch_unit_index in range(0,unit_of_clip):\n",
    "                temp_batch_data = batch_seq_arr[batch_unit_index*fc6_batch_size:batch_unit_index*fc6_batch_size + fc6_batch_size]\n",
    "                batch_seq_fc6 = sess.run(fc6,feed_dict={images_placeholder:temp_batch_data})\n",
    "                fc6_of_batch.append(batch_seq_fc6)\n",
    "#                 print(\"np.shape(batch_seq_fc6)\",np.shape(batch_seq_fc6))\n",
    "#                 print(\"np.shape(fc6_of_batch)\",np.shape(fc6_of_batch))\n",
    "            fc6_of_batch = np.array(fc6_of_batch)\n",
    "            fc6_feature_batch = fc6_of_batch.reshape((fc6_batch_size,unit_of_clip * 4096))\n",
    "#             print(\"np.shape(fc6_feature_batch)\",np.shape(fc6_feature_batch))\n",
    "#             print(\"np_arr_label\",np_arr_label)\n",
    "#             print(fc6_feature_batch)\n",
    "\n",
    "            for batch_index in range(fc6_batch_size):            \n",
    "                try:\n",
    "                    data = fc6_feature_batch[batch_index]\n",
    "                    label = np_arr_label[batch_index]\n",
    "                    file_index += 1\n",
    "                    filename = \"%s/%08d_%02d.bin\" % (data_dir, file_index, label)\n",
    "                    print(\"data-->\",data)\n",
    "                    print(\"label-->\",label)\n",
    "                    print(\"filename\",filename)\n",
    "                    with open(filename, 'wb') as f:\n",
    "                        f.write(data)    \n",
    "                except IOError as e:\n",
    "                    print('Skip it!\\n')     \n",
    "\n",
    "    print(\"Done!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of test videos=538\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/141...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/142...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/143...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/144...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/145...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/146...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/147...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/148...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/149...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/150...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/151...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/152...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/153...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/154...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/155...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/156...\n",
      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
      "batch_seq_arr (32, 16, 112, 112, 3)\n",
      "data--> [ 1.58600402  0.         -0.64113694 ..., -0.98744452  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000001_00.bin\n",
      "data--> [-0.53409958  0.         -0.22562054 ..., -0.98744452  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000002_00.bin\n",
      "data--> [-1.01413417  0.         -0.64113694 ...,  1.01022136  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000003_00.bin\n",
      "data--> [-0.45020628  0.         -0.29887465 ..., -0.98744452  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000004_00.bin\n",
      "data--> [ 1.6109488   0.         -0.64113694 ...,  0.99921513  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000005_00.bin\n",
      "data--> [-1.01413417  0.         -0.22270611 ..., -0.98744452  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000006_00.bin\n",
      "data--> [ 1.58313799  0.         -0.64113694 ...,  1.01351035  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000007_00.bin\n",
      "data--> [-1.01413417  0.         -0.64113694 ..., -0.98744452  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000008_00.bin\n",
      "data--> [ 2.20116925  0.         -0.63883787 ...,  0.91487181  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000009_00.bin\n",
      "data--> [-0.69919157  0.         -0.39236486 ..., -0.19060677  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000010_00.bin\n",
      "data--> [-0.69919157  0.         -0.63883787 ...,  1.05209625  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000011_00.bin\n",
      "data--> [-0.10980719  0.         -0.63883787 ..., -1.17209852  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000012_00.bin\n",
      "data--> [ 2.28643036  0.          1.85200524 ..., -1.17209852  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000013_00.bin\n",
      "data--> [-0.12699288  0.         -0.34448668 ..., -0.22954988  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000014_00.bin\n",
      "data--> [-0.69919157  0.          1.82420373 ..., -1.17209852  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000015_00.bin\n",
      "data--> [-0.69919157  0.         -0.39309555 ..., -1.17209852  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000016_00.bin\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/157...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/158...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/159...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/160...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/161...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/162...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/163...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/164...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/165...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/166...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/167...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/168...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/169...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/170...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/171...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/172...\n",
      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
      "batch_seq_arr (32, 16, 112, 112, 3)\n",
      "data--> [-0.51500952  0.          3.82406569 ..., -0.76831669  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000017_00.bin\n",
      "data--> [ 2.07797194  0.          0.19689694 ..., -0.76831669  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000018_00.bin\n",
      "data--> [-0.51500952  0.         -0.37976167 ..., -0.76831669  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000019_00.bin\n",
      "data--> [-0.51500952  0.         -0.37976167 ..., -0.76831669  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000020_00.bin\n",
      "data--> [-0.51500952  0.         -0.06948897 ..., -0.76831669  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000021_00.bin\n",
      "data--> [-0.51500952  0.         -0.25818008 ..., -0.76831669  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000022_00.bin\n",
      "data--> [-0.14050525  0.         -0.37976167 ...,  0.9332816   0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000023_00.bin\n",
      "data--> [-0.51500952  0.         -0.1889842  ..., -0.76831669  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000024_00.bin\n",
      "data--> [ 0.73786837  0.         -0.81456125 ...,  0.8954829   0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000025_00.bin\n",
      "data--> [-0.86261564  0.          0.50205314 ...,  0.92700636  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000026_00.bin\n",
      "data--> [ 0.69908756  0.         -0.81456125 ..., -0.99472773  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000027_00.bin\n",
      "data--> [ 0.9925428   0.         -0.81456125 ..., -0.99472773  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000028_00.bin\n",
      "data--> [-0.86261564  0.          2.13778305 ..., -0.99472773  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000029_00.bin\n",
      "data--> [-0.86261564  0.          0.53573418 ...,  0.91710389  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000030_00.bin\n",
      "data--> [-0.86261564  0.         -0.81456125 ..., -0.99472773  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000031_00.bin\n",
      "data--> [ 1.12801957  0.         -0.81456125 ..., -0.99472773  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000032_00.bin\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/173...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/174...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/175...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/176...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/177...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/178...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/179...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/180...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/181...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/182...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/183...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/184...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/185...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/186...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/187...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/188...\n",
      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
      "batch_seq_arr (32, 16, 112, 112, 3)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data--> [-0.32520792  0.          1.33844566 ..., -0.87905484  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000033_00.bin\n",
      "data--> [-0.74430853  0.         -0.10520828 ...,  1.09783268  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000034_00.bin\n",
      "data--> [-0.74430853  0.         -0.69270164 ..., -0.87905484  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000035_00.bin\n",
      "data--> [-0.74430853  0.          0.12790793 ...,  1.40605116  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000036_00.bin\n",
      "data--> [-0.74430853  0.         -0.69270164 ..., -0.87905484  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000037_00.bin\n",
      "data--> [ 0.42204028  0.          0.10688859 ..., -0.87905484  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000038_00.bin\n",
      "data--> [-0.14873475  0.         -0.69270164 ..., -0.87905484  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000039_00.bin\n",
      "data--> [ 1.96030188  0.         -0.69270164 ..., -0.87905484  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000040_00.bin\n",
      "data--> [-0.25483972  0.         -0.44874015 ..., -0.9772895   0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000041_00.bin\n",
      "data--> [-1.05595899  0.         -0.44874015 ...,  1.52607322  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000042_00.bin\n",
      "data--> [-1.05595899  0.         -0.44874015 ...,  0.74611312  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000043_00.bin\n",
      "data--> [ 0.92242646  0.         -0.44874015 ..., -0.9772895   0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000044_00.bin\n",
      "data--> [-1.05595899  0.         -0.44874015 ...,  0.63846093  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000045_00.bin\n",
      "data--> [ 0.74501693  0.          1.06193149 ...,  1.23786998  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000046_00.bin\n",
      "data--> [-1.05595899  0.         -0.44874015 ..., -0.9772895   0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000047_00.bin\n",
      "data--> [ 1.04759645  0.         -0.44874015 ..., -0.9772895   0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000048_00.bin\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/189...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/190...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/191...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/192...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/193...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/194...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/195...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/196...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/197...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_01/198...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_02/141...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_02/142...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_02/143...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_02/144...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_02/145...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_02/146...\n",
      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
      "batch_seq_arr (32, 16, 112, 112, 3)\n",
      "data--> [-0.72478402  0.         -0.54620421 ...,  1.13453412  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000049_00.bin\n",
      "data--> [-0.72478402  0.         -0.54620421 ..., -0.8716504   0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000050_00.bin\n",
      "data--> [ 0.81589067  0.         -0.54620421 ..., -0.8716504   0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000051_00.bin\n",
      "data--> [-0.72478402  0.         -0.54620421 ..., -0.8716504   0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000052_00.bin\n",
      "data--> [-0.72478402  0.         -0.54620421 ..., -0.8716504   0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000053_00.bin\n",
      "data--> [ 1.87157691  0.          0.56632125 ...,  1.52591324  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000054_00.bin\n",
      "data--> [ 0.25593388  0.         -0.54620421 ...,  0.77534717  0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000055_00.bin\n",
      "data--> [-0.72478402  0.         -0.54620421 ..., -0.8716504   0.          0.        ]\n",
      "label--> 0\n",
      "filename ./bin_data/00000056_00.bin\n",
      "data--> [-0.66596198  0.         -0.81482637 ..., -0.08030999  0.          0.        ]\n",
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      "data--> [-0.04524672  0.         -0.66600227 ...,  0.41445726  0.          0.        ]\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
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      "filename ./bin_data/00000066_01.bin\n",
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      "data--> [-0.14898372  0.         -0.2619347  ..., -0.77890563  0.          0.        ]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
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      "data--> [-0.50561464  0.         -0.77663577 ...,  0.25017017  0.          0.        ]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
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      "data--> [-0.64701957  0.         -0.7438789  ..., -0.01138306  0.          0.        ]\n",
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      "filename ./bin_data/00000130_02.bin\n",
      "data--> [ 1.80695701  0.          1.74219346 ..., -1.17584693  0.          0.        ]\n",
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      "filename ./bin_data/00000131_02.bin\n",
      "data--> [-0.64701957  0.         -0.7438789  ..., -0.05316365  0.          0.        ]\n",
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      "filename ./bin_data/00000132_02.bin\n",
      "data--> [-0.64701957  0.         -0.7438789  ...,  1.28529656  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000133_02.bin\n",
      "data--> [-0.64701957  0.         -0.30872944 ..., -0.07278073  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000134_02.bin\n",
      "data--> [-0.64701957  0.          1.76080346 ...,  1.2354852   0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000135_02.bin\n",
      "data--> [-0.64701957  0.         -0.7438789  ..., -0.22677863  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000136_02.bin\n",
      "data--> [ 2.28302336  0.          2.82266283 ..., -0.62426692  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000137_02.bin\n",
      "data--> [ 0.01377052  0.         -0.51675606 ...,  2.58593988  0.          0.        ]\n",
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      "filename ./bin_data/00000138_02.bin\n",
      "data--> [ 2.25657701  0.         -0.51675606 ..., -0.62426692  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000139_02.bin\n",
      "data--> [-0.74847877  0.          0.07427233 ..., -0.62426692  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000140_02.bin\n",
      "data--> [-0.52436864  0.         -0.21905738 ..., -0.62426692  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000141_02.bin\n",
      "data--> [-0.4035511   0.         -0.51675606 ..., -0.62426692  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000142_02.bin\n",
      "data--> [-0.74847877  0.         -0.42867911 ...,  0.74262661  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000143_02.bin\n",
      "data--> [-0.42270327  0.         -0.51675606 ..., -0.62426692  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000144_02.bin\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_03/167...\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
      "batch_seq_arr (32, 16, 112, 112, 3)\n",
      "data--> [-1.10859048  0.          0.39828998 ...,  1.01547253  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000145_02.bin\n",
      "data--> [-1.10859048  0.          0.90944713 ..., -0.86271596  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000146_02.bin\n",
      "data--> [-1.10859048  0.         -0.90101594 ...,  0.83472943  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000147_02.bin\n",
      "data--> [-1.10859048  0.          0.20431036 ..., -0.86271596  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000148_02.bin\n",
      "data--> [-0.33190608  0.         -0.90101594 ...,  0.93180215  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000149_02.bin\n",
      "data--> [ 0.8139962   0.         -0.90101594 ..., -0.86271596  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000150_02.bin\n",
      "data--> [-0.16186923  0.          0.13258427 ..., -0.86271596  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000151_02.bin\n",
      "data--> [-1.10859048  0.          1.44041443 ...,  1.57961035  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000152_02.bin\n",
      "data--> [-0.81939256  0.          0.35482013 ...,  1.17214251  0.          0.        ]\n",
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      "filename ./bin_data/00000153_02.bin\n",
      "data--> [ 0.91100383  0.         -0.69141996 ..., -0.66600877  0.          0.        ]\n",
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      "filename ./bin_data/00000154_02.bin\n",
      "data--> [-0.43487284  0.          0.06846499 ..., -0.66600877  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000155_02.bin\n",
      "data--> [ 0.77150822  0.          2.32241249 ..., -0.66600877  0.          0.        ]\n",
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      "filename ./bin_data/00000156_02.bin\n",
      "data--> [-0.81939256  0.          0.05931032 ..., -0.66600877  0.          0.        ]\n",
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      "filename ./bin_data/00000157_02.bin\n",
      "data--> [ 1.50403988  0.         -0.69141996 ..., -0.66600877  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000158_02.bin\n",
      "data--> [-0.81939256  0.         -0.06890279 ..., -0.66600877  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000159_02.bin\n",
      "data--> [-0.81939256  0.         -0.69141996 ..., -0.66600877  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000160_02.bin\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_03/183...\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
      "batch_seq_arr (32, 16, 112, 112, 3)\n",
      "data--> [-0.75838298  0.         -0.37538448 ..., -1.12130284  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000161_02.bin\n",
      "data--> [-0.75838298  0.         -0.37538448 ..., -1.12130284  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000162_02.bin\n",
      "data--> [-0.75838298  0.         -0.37538448 ...,  0.56669617  0.          0.        ]\n",
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      "filename ./bin_data/00000163_02.bin\n",
      "data--> [ 0.52366477  0.          2.29777718 ...,  1.28300023  0.          0.        ]\n",
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      "filename ./bin_data/00000164_02.bin\n",
      "data--> [-0.75838298  0.         -0.37538448 ...,  0.65781581  0.          0.        ]\n",
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      "filename ./bin_data/00000165_02.bin\n",
      "data--> [-0.75838298  0.         -0.37538448 ..., -1.12130284  0.          0.        ]\n",
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      "filename ./bin_data/00000166_02.bin\n",
      "data--> [-0.37097991  0.         -0.37538448 ..., -1.12130284  0.          0.        ]\n",
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      "filename ./bin_data/00000167_02.bin\n",
      "data--> [ 0.55393845  0.         -0.37538448 ..., -1.12130284  0.          0.        ]\n",
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      "filename ./bin_data/00000168_02.bin\n",
      "data--> [-0.26524216  0.         -0.55914533 ...,  0.8336724   0.          0.        ]\n",
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      "filename ./bin_data/00000169_02.bin\n",
      "data--> [ 0.55567086  0.          1.36715972 ..., -1.10710502  0.          0.        ]\n",
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      "filename ./bin_data/00000170_02.bin\n",
      "data--> [-0.76394784  0.         -0.55914533 ..., -1.10710502  0.          0.        ]\n",
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      "data--> [-0.76394784  0.         -0.55914533 ..., -1.10710502  0.          0.        ]\n",
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      "filename ./bin_data/00000172_02.bin\n",
      "data--> [-0.76394784  0.         -0.55914533 ...,  0.61979866  0.          0.        ]\n",
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      "filename ./bin_data/00000173_02.bin\n",
      "data--> [ 0.54501784  0.          1.25367951 ...,  1.52791524  0.          0.        ]\n",
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      "data--> [-0.29408556  0.         -0.55914533 ..., -1.10710502  0.          0.        ]\n",
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      "filename ./bin_data/00000175_02.bin\n",
      "data--> [ 0.52366173  0.         -0.55914533 ...,  1.21278501  0.          0.        ]\n",
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      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_03/199...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_03/200...\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
      "batch_seq_arr (32, 16, 112, 112, 3)\n",
      "data--> [ 0.70445186  0.         -0.2538034  ...,  0.82150167  0.          0.        ]\n",
      "label--> 2\n",
      "filename ./bin_data/00000177_02.bin\n",
      "data--> [ 0.69430393  0.         -0.45297328 ..., -0.64883953  0.          0.        ]\n",
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      "filename ./bin_data/00000178_02.bin\n",
      "data--> [-0.61797196  0.         -0.71849132 ...,  1.7667141   0.          0.        ]\n",
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      "filename ./bin_data/00000179_03.bin\n",
      "data--> [-0.61797196  0.         -0.71849132 ..., -0.64883953  0.          0.        ]\n",
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      "filename ./bin_data/00000180_03.bin\n",
      "data--> [-0.61797196  0.          1.97607183 ..., -0.64883953  0.          0.        ]\n",
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      "filename ./bin_data/00000181_03.bin\n",
      "data--> [-0.61797196  0.         -0.71849132 ..., -0.64883953  0.          0.        ]\n",
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      "filename ./bin_data/00000182_03.bin\n",
      "data--> [-0.61797196  0.          1.75257015 ...,  1.81057525  0.          0.        ]\n",
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      "filename ./bin_data/00000183_03.bin\n",
      "data--> [-0.61797196  0.         -0.71849132 ..., -0.64883953  0.          0.        ]\n",
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      "filename ./bin_data/00000184_03.bin\n",
      "data--> [-1.45827353  0.         -0.63878667 ..., -0.72651595  0.          0.        ]\n",
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      "filename ./bin_data/00000185_03.bin\n",
      "data--> [-1.45827353  0.          0.30324751 ...,  0.47047836  0.          0.        ]\n",
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      "filename ./bin_data/00000186_03.bin\n",
      "data--> [ 1.22391284  0.          2.07562017 ...,  1.51971269  0.          0.        ]\n",
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      "filename ./bin_data/00000187_03.bin\n",
      "data--> [ 0.15720081  0.         -0.63878667 ...,  0.68323261  0.          0.        ]\n",
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      "filename ./bin_data/00000188_03.bin\n",
      "data--> [ 1.36366737  0.         -0.63878667 ...,  1.7813971   0.          0.        ]\n",
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      "data--> [-1.45827353  0.         -0.63878667 ..., -0.72651595  0.          0.        ]\n",
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      "filename ./bin_data/00000190_03.bin\n",
      "data--> [ 1.45803058  0.         -0.63878667 ..., -0.72651595  0.          0.        ]\n",
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      "filename ./bin_data/00000191_03.bin\n",
      "data--> [-0.41097558  0.         -0.63878667 ..., -0.72651595  0.          0.        ]\n",
      "label--> 3\n",
      "filename ./bin_data/00000192_03.bin\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_04/155...\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
      "batch_seq_arr (32, 16, 112, 112, 3)\n",
      "data--> [-0.71262705  0.         -0.81231368 ...,  1.5816443   0.          0.        ]\n",
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      "data--> [-0.71262705  0.         -0.14061308 ...,  0.24170125  0.          0.        ]\n",
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      "filename ./bin_data/00000194_03.bin\n",
      "data--> [ 2.35100222  0.         -0.81231368 ..., -0.84880018  0.          0.        ]\n",
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      "data--> [-0.71262705  0.          2.14159584 ..., -0.84880018  0.          0.        ]\n",
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      "filename ./bin_data/00000197_03.bin\n",
      "data--> [ 0.85851908  0.          0.22486818 ..., -0.84880018  0.          0.        ]\n",
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      "data--> [-0.71262705  0.         -0.81231368 ..., -0.84880018  0.          0.        ]\n",
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      "data--> [-0.71262705  0.         -0.39493698 ...,  0.17206633  0.          0.        ]\n",
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      "data--> [-0.95713085  0.          0.43996453 ...,  0.55223393  0.          0.        ]\n",
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      "filename ./bin_data/00000201_03.bin\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
      "batch_seq_arr (32, 16, 112, 112, 3)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
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      "data--> [-0.88450712  0.         -0.47857493 ...,  0.83217365  0.          0.        ]\n",
      "label--> 4\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
      "batch_seq_arr (32, 16, 112, 112, 3)\n",
      "data--> [ 1.06610274  0.         -0.67022169 ...,  1.3932395   0.          0.        ]\n",
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      "data--> [ 0.5117653   0.         -0.67022169 ...,  0.98785776  0.          0.        ]\n",
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      "data--> [-0.78707987  0.          1.63802111 ..., -0.98472363  0.          0.        ]\n",
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      "data--> [ 0.81553775  0.         -0.67022169 ...,  1.10971761  0.          0.        ]\n",
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      "data--> [-0.78707987  0.          1.60479152 ..., -0.98472363  0.          0.        ]\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_06/164...\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
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      "filename ./bin_data/00000362_06.bin\n",
      "data--> [ 1.22277617  0.          1.79324985 ...,  1.23792672  0.          0.        ]\n",
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      "filename ./bin_data/00000364_06.bin\n",
      "data--> [-0.84552431  0.          2.02939487 ...,  1.17898035  0.          0.        ]\n",
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      "data--> [-0.84552431  0.         -0.21344143 ...,  0.38173699  0.          0.        ]\n",
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      "data--> [ 1.5319643   0.         -0.86771435 ...,  0.97809923  0.          0.        ]\n",
      "label--> 6\n",
      "filename ./bin_data/00000367_06.bin\n",
      "data--> [-0.84552431  0.         -0.86771435 ...,  0.38019311  0.          0.        ]\n",
      "label--> 6\n",
      "filename ./bin_data/00000368_06.bin\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_07/151...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_07/152...\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
      "batch_seq_arr (32, 16, 112, 112, 3)\n",
      "data--> [ 1.75121713  0.          1.81650746 ...,  0.9965589   0.          0.        ]\n",
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      "data--> [-0.00302148  0.         -0.7837733  ...,  0.21905053  0.          0.        ]\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
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      "label--> 7\n",
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
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      "data--> [ 1.77702236  0.         -0.65128708 ..., -0.76669699  0.          0.        ]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
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     ]
    },
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     "name": "stdout",
     "output_type": "stream",
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      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/184...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/185...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/186...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/187...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/188...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/189...\n",
      "np_arr_data (16, 2, 16, 112, 112, 3)\n",
      "batch_seq_arr (32, 16, 112, 112, 3)\n",
      "data--> [-0.13251537  0.         -0.67419976 ...,  0.7742036   0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000513_08.bin\n",
      "data--> [-0.70709234  0.         -0.67419976 ...,  1.19309187  0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000514_08.bin\n",
      "data--> [-0.70709234  0.         -0.67419976 ..., -0.98967987  0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000515_08.bin\n",
      "data--> [ 1.68924785  0.          1.48261285 ..., -0.98967987  0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000516_08.bin\n",
      "data--> [-0.70709234  0.         -0.67419976 ..., -0.98967987  0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000517_08.bin\n",
      "data--> [-0.70709234  0.          1.48261285 ..., -0.98967987  0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000518_08.bin\n",
      "data--> [-0.13251537  0.         -0.67419976 ..., -0.98967987  0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000519_08.bin\n",
      "data--> [ 1.68924785  0.          1.48261285 ...,  1.19309187  0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000520_08.bin\n",
      "data--> [-0.70680457  0.         -0.57735014 ...,  0.45186126  0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000521_08.bin\n",
      "data--> [ 1.69062924  0.          1.73121214 ..., -1.45813191  0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000522_08.bin\n",
      "data--> [-0.70680457  0.         -0.57735014 ..., -1.45813191  0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000523_08.bin\n",
      "data--> [ 1.69062924  0.         -0.57735014 ...,  0.9054476   0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000524_08.bin\n",
      "data--> [-0.70680457  0.         -0.57735014 ...,  0.45186126  0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000525_08.bin\n",
      "data--> [ 1.69062924  0.          1.73121214 ...,  0.9054476   0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000526_08.bin\n",
      "data--> [-0.1319654   0.         -0.57735014 ...,  0.45186126  0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000527_08.bin\n",
      "data--> [-0.70680457  0.         -0.57735014 ...,  0.9054476   0.          0.        ]\n",
      "label--> 8\n",
      "filename ./bin_data/00000528_08.bin\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/190...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/191...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/192...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/193...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/194...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/195...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/196...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/197...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/198...\n",
      "Loading a video clip from /samba/HDD/dataset_elec_oneplustwo/class_09/199...\n",
      "np_arr_data (10, 2, 16, 112, 112, 3)\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "cannot reshape array of size 12042240 into shape (32,16,112,112,3)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-2-93fd337a0d5c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-1-f119eb195936>\u001b[0m in \u001b[0;36mtrain\u001b[0;34m()\u001b[0m\n\u001b[1;32m     99\u001b[0m             \u001b[0mfc6_of_batch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    100\u001b[0m             \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"np_arr_data\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp_arr_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 101\u001b[0;31m             \u001b[0mbatch_seq_arr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp_arr_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfc6_batch_size\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0munit_of_clip\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m16\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m112\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m112\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    102\u001b[0m             \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"batch_seq_arr\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch_seq_arr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    103\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: cannot reshape array of size 12042240 into shape (32,16,112,112,3)"
     ]
    }
   ],
   "source": [
    "train()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
